{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--BOOK_INFORMATION-->\n",
    "<img align=\"left\" style=\"padding-right:10px;\" src=\"figures/PHydro-cover-small.png\">\n",
    "*This is the Jupyter notebook version of the [Python in Hydrology](http://www.greenteapress.com/pythonhydro/pythonhydro.html) by Sat Kumar Tomer.*\n",
    "*Source code is available at [code.google.com](https://code.google.com/archive/p/python-in-hydrology/source).*\n",
    "\n",
    "*The book is available under the [GNU Free Documentation License](http://www.gnu.org/copyleft/fdl.html). If you have comments, corrections or suggestions, please send email to satkumartomer@gmail.com.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!--NAVIGATION-->\n",
    "< [Filtering](06.07-Filtering.ipynb) | [Contents](Index.ipynb) | [Calling GDAL as External Command](06.09-Calling-GDAL-as-External-Command.ipynb) >"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.8 NDVI\n",
    "\n",
    "归一化植被指数(NDVI)是一个用来分析植被变化的指数。NDVI计算表达式为:\n",
    "\n",
    "<center>$NDVI =\\frac{NIR-RED}{NIR+RED}\\qquad \\qquad \\qquad (6.3)$</center>\n",
    "\n",
    "我们从导入库开始，不要忘记从`__future__`库中导入`division`函数。这是为了避免整数除法。然后我们读取tiff格式的数据。要计算NDVI，我们需要NIR(band4)和RED(band3)的数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the required library\n",
    "from __future__ import division\n",
    "from osgeo import gdal\n",
    "from osgeo.gdalconst import *\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# read the banda 3 raster data\n",
    "driver = gdal.GetDriverByName('GTiff')\n",
    "file_name = \"datas/band3.tif\"\n",
    "dataset = gdal.Open(file_name, GA_ReadOnly)\n",
    "geotransform = dataset.GetGeoTransform()\n",
    "projection = dataset.GetProjection()\n",
    "band3 = dataset.GetRasterBand(1).ReadAsArray()\n",
    "dataset = None\n",
    "# read the band 4 raster data\n",
    "file_name = \"datas/band4.tif\"\n",
    "dataset = gdal.Open(file_name, GA_ReadOnly)\n",
    "band4 = dataset.GetRasterBand(1).ReadAsArray()\n",
    "dataset = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除了数据外，我们也检索`geotransform`和`projection`信息。让我们逐一打印它们。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(76.5, 0.001, 0.0, 11.85, 0.0, -0.001)\n"
     ]
    }
   ],
   "source": [
    "print(geotransform)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第一个条目告诉我们，西北角的经度和维度分别为11.85和76.5。数据的分别率在x和y方向均为0.001，并且影像没有旋转。现在，让我们打印投影信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GEOGCS[\"WGS 84\",DATUM[\"unknown\",SPHEROID[\"WGS84\",6378137,298.257223563]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]]\n"
     ]
    }
   ],
   "source": [
    "print(projection)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这告诉我们，数据资料为WGS84，我们的数据是在地理坐标中(经度和纬度)。更多关于投影和他们的参数的细节可以在`http://spatialreference.org`找到。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以使用`dtype`属性检查数据类型。我们看到了数据类型为整型。这就是为什么我们从`__future__`库中导入`division`，来避免整数除法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "uint8\n"
     ]
    }
   ],
   "source": [
    "print(band3.dtype)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "现在我们计算NDVI，并使用`matshow`绘制结果。在`matshow`中，我们也指定了`vmin`和`vmax`来控制`colorbar`的程度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\laihetao\\AppData\\Local\\conda\\conda\\envs\\DataProcess\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "C:\\Users\\laihetao\\AppData\\Local\\conda\\conda\\envs\\DataProcess\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in true_divide\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x266697e02e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ndvi = (band4-band3)/(band4+band3)\n",
    "\n",
    "plt.matshow(ndvi,cmap=plt.cm.jet, vmin=-1, vmax=1)\n",
    "plt.colorbar(shrink=0.8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center>图6.8：归一化地形指数</center>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
